Merge pull request #1866 from YunxingZuo/master

add SNAP and quadratic SNAP potentials for six elemental systems
This commit is contained in:
Axel Kohlmeyer 2020-02-02 06:55:09 -05:00 committed by GitHub
commit bbf229e8cc
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GPG Key ID: 4AEE18F83AFDEB23
36 changed files with 4615 additions and 0 deletions

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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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# DATE: 2020-01-31 CONTRIBUTOR: Yunxing Zuo <y9zuo@eng.ucsd.edu> CITATION: Y. Zuo, C. Chen, X, Li, Z. Deng, Y. Chen, J. Behler, G. Csányi, A. V. Shapeev, A. P. Thompson, M. A. Wood, S. P. Ong, "Performance and Cost Assessment of Machine Learning Interatomic Potentials" J. Phys. Chem. A 124, 4, 731-745 (2020)
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